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Full-Text Articles in Medicine and Health Sciences

Screen Media Use Among Children And Adolescents – Applications Of Supervised And Unsupervised Machine Learning And Sentiment Analysis, Yifan Zhang Jan 2022

Screen Media Use Among Children And Adolescents – Applications Of Supervised And Unsupervised Machine Learning And Sentiment Analysis, Yifan Zhang

Graduate Theses, Dissertations, and Problem Reports

Screen media has become increasingly pervasive in our everyday lives and has profoundly changed the way people communicate and interact with each other. However, we are still unclear about the long-term influence of screen media use on our physical health, mental health, and social wellbeing. Children and adolescents are in an important stage of brain development and are susceptible to the environmental influence that screen media possess. This dissertation pursued three aims to address research gaps related to screen media use among children and adolescents: 1) identify topics and knowledge gaps in screen media use research among children and adolescents …


Incidence Of Cancer, Depression, And Economic Burden Of Prescription Nsaids Among Older Adults With Osteoarthritis: Statistical And Machine Learning Approaches, Nazneen Fatima Mohammed Umer Shaikh Jan 2022

Incidence Of Cancer, Depression, And Economic Burden Of Prescription Nsaids Among Older Adults With Osteoarthritis: Statistical And Machine Learning Approaches, Nazneen Fatima Mohammed Umer Shaikh

Graduate Theses, Dissertations, and Problem Reports

Understanding the role of chronic inflammation among older adults is critical because of its implications on chronic inflammatory conditions as well as its interaction with anti-inflammatory medications. Osteoarthritis (OA) is a heterogeneous multi-faceted joint disease with multi-tissue involvement of varying severity, and increasing evidence demonstrates a key role of chronic inflammation in its pathogenesis. Approximately 30 million adults in the United States have OA, and it is reported that a large proportion (43%) of them are older than 65 years. OA is typically treated using non-steroidal anti-inflammatory drugs (NSAIDs) for minimizing pain and reducing inflammation. NSAIDs have consistently shown clinically …


Implementing Trauma-Informed Care Through A Multi-Agency Learning Collaborative: A Theory-Driven Analysis Of Outcomes And Sustainability, Mira D H Snider M.S. Jan 2022

Implementing Trauma-Informed Care Through A Multi-Agency Learning Collaborative: A Theory-Driven Analysis Of Outcomes And Sustainability, Mira D H Snider M.S.

Graduate Theses, Dissertations, and Problem Reports

Learning collaboratives (LCs) are often used in large-scale implementation initiatives to promote evidence-based practice across provider networks. Although the outcomes and stakeholder perspectives of many LCs have been documented, support for the effectiveness of LCs is equivocal, and the means by which LCs achieve long-term improvements in clinical care are not understood. The current study investigated outcomes and sustainability of a multi-agency LC for implementing trauma-informed care in 23 rural Pennsylvania counties. Changes in outcomes (i.e., trauma symptom screening, trauma-informed care training attendance, clinician confidence with using trauma informed-care, utilization of trauma-related diagnostic codes, retention in service, service unit density) …